Overview

Dataset statistics

Number of variables43
Number of observations1020
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory342.8 KiB
Average record size in memory344.1 B

Variable types

BOOL27
NUM15
CAT1

Reproduction

Analysis started2021-05-05 16:15:18.543262
Analysis finished2021-05-05 16:16:08.468731
Duration49.93 seconds
Versionpandas-profiling v2.7.1
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download configurationconfig.yaml
ALT is highly skewed (γ1 = 21.5750539) Skewed
LDH is highly skewed (γ1 = 24.84208711) Skewed

Variables

Age
Real number (ℝ≥0)

Distinct count77
Unique (%)7.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean61.66470588235294
Minimum22
Maximum99
Zeros0
Zeros (%)0.0%
Memory size8.1 KiB

Quantile statistics

Minimum22
5-th percentile31
Q150
median62
Q374.25
95-th percentile88
Maximum99
Range77
Interquartile range (IQR)24.25

Descriptive statistics

Standard deviation17.13409932
Coefficient of variation (CV)0.2778590942
Kurtosis-0.6682544092
Mean61.66470588
Median Absolute Deviation (MAD)12
Skewness-0.1508707481
Sum62898
Variance293.5773596
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
56 29 2.8%
 
68 29 2.8%
 
63 28 2.7%
 
57 27 2.6%
 
53 25 2.5%
 
58 25 2.5%
 
65 25 2.5%
 
73 23 2.3%
 
72 23 2.3%
 
60 23 2.3%
 
Other values (67) 763 74.8%
 
ValueCountFrequency (%) 
22 3 0.3%
 
23 7 0.7%
 
24 1 0.1%
 
25 6 0.6%
 
26 2 0.2%
 
ValueCountFrequency (%) 
99 1 0.1%
 
97 1 0.1%
 
96 2 0.2%
 
95 1 0.1%
 
94 4 0.4%
 

Gender
Boolean

Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.1 KiB
1
576
0
444
ValueCountFrequency (%) 
1 576 56.5%
 
0 444 43.5%
 

ethnicity
Categorical

Distinct count3
Unique (%)0.3%
Missing0
Missing (%)0.0%
Memory size8.1 KiB
2
609
1
273
3
138
ValueCountFrequency (%) 
2 609 59.7%
 
1 273 26.8%
 
3 138 13.5%
 

Length

Max length1
Mean length1
Min length1
ValueCountFrequency (%) 
Decimal_Number 3 100.0%
 
ValueCountFrequency (%) 
Common 3 100.0%
 
ValueCountFrequency (%) 
ASCII 3 100.0%
 

race
Real number (ℝ≥0)

Distinct count7
Unique (%)0.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.3088235294117645
Minimum1
Maximum7
Zeros0
Zeros (%)0.0%
Memory size8.1 KiB

Quantile statistics

Minimum1
5-th percentile1
Q11
median1
Q37
95-th percentile7
Maximum7
Range6
Interquartile range (IQR)6

Descriptive statistics

Standard deviation2.79522244
Coefficient of variation (CV)0.8447783373
Kurtosis-1.669058967
Mean3.308823529
Median Absolute Deviation (MAD)0
Skewness0.5154465827
Sum3375
Variance7.813268487
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
1 541 53.0%
 
7 361 35.4%
 
2 67 6.6%
 
3 42 4.1%
 
6 5 0.5%
 
4 3 0.3%
 
5 1 0.1%
 
ValueCountFrequency (%) 
1 541 53.0%
 
2 67 6.6%
 
3 42 4.1%
 
4 3 0.3%
 
5 1 0.1%
 
ValueCountFrequency (%) 
7 361 35.4%
 
6 5 0.5%
 
5 1 0.1%
 
4 3 0.3%
 
3 42 4.1%
 

Fever
Boolean

Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.1 KiB
1
679
0
341
ValueCountFrequency (%) 
1 679 66.6%
 
0 341 33.4%
 

Cough
Boolean

Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.1 KiB
1
700
0
320
ValueCountFrequency (%) 
1 700 68.6%
 
0 320 31.4%
 

SOB
Boolean

Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.1 KiB
1
696
0
324
ValueCountFrequency (%) 
1 696 68.2%
 
0 324 31.8%
 

Fatigue
Boolean

Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.1 KiB
0
785
1
235
ValueCountFrequency (%) 
0 785 77.0%
 
1 235 23.0%
 

Sputum
Boolean

Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.1 KiB
0
952
1
 
68
ValueCountFrequency (%) 
0 952 93.3%
 
1 68 6.7%
 

Myalgia
Boolean

Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.1 KiB
0
785
1
235
ValueCountFrequency (%) 
0 785 77.0%
 
1 235 23.0%
 

Diarrhea
Boolean

Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.1 KiB
0
783
1
237
ValueCountFrequency (%) 
0 783 76.8%
 
1 237 23.2%
 
Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.1 KiB
0
819
1
201
ValueCountFrequency (%) 
0 819 80.3%
 
1 201 19.7%
 
Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.1 KiB
0
945
1
 
75
ValueCountFrequency (%) 
0 945 92.6%
 
1 75 7.4%
 
Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.1 KiB
0
975
1
 
45
ValueCountFrequency (%) 
0 975 95.6%
 
1 45 4.4%
 
Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.1 KiB
0
980
1
 
40
ValueCountFrequency (%) 
0 980 96.1%
 
1 40 3.9%
 
Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.1 KiB
0
970
1
 
50
ValueCountFrequency (%) 
0 970 95.1%
 
1 50 4.9%
 

Headahce
Boolean

Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.1 KiB
0
924
1
 
96
ValueCountFrequency (%) 
0 924 90.6%
 
1 96 9.4%
 
Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.1 KiB
0
859
1
 
161
ValueCountFrequency (%) 
0 859 84.2%
 
1 161 15.8%
 
Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.1 KiB
0
998
1
 
22
ValueCountFrequency (%) 
0 998 97.8%
 
1 22 2.2%
 
Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.1 KiB
0
764
1
256
ValueCountFrequency (%) 
0 764 74.9%
 
1 256 25.1%
 
Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.1 KiB
0
526
1
494
ValueCountFrequency (%) 
0 526 51.6%
 
1 494 48.4%
 

diabeteshx
Boolean

Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.1 KiB
0
743
1
277
ValueCountFrequency (%) 
0 743 72.8%
 
1 277 27.2%
 

asthmahx
Boolean

Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.1 KiB
0
963
1
 
57
ValueCountFrequency (%) 
0 963 94.4%
 
1 57 5.6%
 
Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.1 KiB
0
866
1
 
154
ValueCountFrequency (%) 
0 866 84.9%
 
1 154 15.1%
 

copdhx
Boolean

Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.1 KiB
0
931
1
 
89
ValueCountFrequency (%) 
0 931 91.3%
 
1 89 8.7%
 
Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.1 KiB
0
944
1
 
76
ValueCountFrequency (%) 
0 944 92.5%
 
1 76 7.5%
 
Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.1 KiB
0
923
1
 
97
ValueCountFrequency (%) 
0 923 90.5%
 
1 97 9.5%
 
Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.1 KiB
0
947
1
 
73
ValueCountFrequency (%) 
0 947 92.8%
 
1 73 7.2%
 

ckdhx
Boolean

Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.1 KiB
0
925
1
 
95
ValueCountFrequency (%) 
0 925 90.7%
 
1 95 9.3%
 

ALT
Real number (ℝ≥0)

SKEWED
Distinct count157
Unique (%)15.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean47.6764705882353
Minimum5
Maximum2909
Zeros0
Zeros (%)0.0%
Memory size8.1 KiB

Quantile statistics

Minimum5
5-th percentile9
Q118
median30
Q352
95-th percentile127.05
Maximum2909
Range2904
Interquartile range (IQR)34

Descriptive statistics

Standard deviation102.9479285
Coefficient of variation (CV)2.159302634
Kurtosis587.5522359
Mean47.67647059
Median Absolute Deviation (MAD)14
Skewness21.5750539
Sum48630
Variance10598.27599
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
18 37 3.6%
 
16 30 2.9%
 
15 30 2.9%
 
30 27 2.6%
 
19 27 2.6%
 
14 26 2.5%
 
17 26 2.5%
 
29 25 2.5%
 
20 24 2.4%
 
24 23 2.3%
 
Other values (147) 745 73.0%
 
ValueCountFrequency (%) 
5 7 0.7%
 
6 11 1.1%
 
7 6 0.6%
 
8 16 1.6%
 
9 14 1.4%
 
ValueCountFrequency (%) 
2909 1 0.1%
 
489 1 0.1%
 
469 1 0.1%
 
420 1 0.1%
 
405 1 0.1%
 

CRP
Real number (ℝ≥0)

Distinct count295
Unique (%)28.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean10.520362745098039
Minimum0.1
Maximum56.6
Zeros0
Zeros (%)0.0%
Memory size8.1 KiB

Quantile statistics

Minimum0.1
5-th percentile0.6
Q13.575
median8
Q314.5
95-th percentile28.705
Maximum56.6
Range56.5
Interquartile range (IQR)10.925

Descriptive statistics

Standard deviation9.19702484
Coefficient of variation (CV)0.8742117609
Kurtosis2.440186821
Mean10.52036275
Median Absolute Deviation (MAD)5.1
Skewness1.431519574
Sum10730.77
Variance84.58526591
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.7 13 1.3%
 
6.4 13 1.3%
 
3.7 12 1.2%
 
2.7 12 1.2%
 
8 11 1.1%
 
0.1 11 1.1%
 
1.1 10 1.0%
 
0.4 10 1.0%
 
5.2 10 1.0%
 
0.6 10 1.0%
 
Other values (285) 908 89.0%
 
ValueCountFrequency (%) 
0.1 11 1.1%
 
0.2 8 0.8%
 
0.3 9 0.9%
 
0.4 10 1.0%
 
0.5 5 0.5%
 
ValueCountFrequency (%) 
56.6 1 0.1%
 
54.1 1 0.1%
 
51.3 1 0.1%
 
49.8 1 0.1%
 
46.8 1 0.1%
 

D.dimer
Real number (ℝ≥0)

Distinct count580
Unique (%)56.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1240.1803921568628
Minimum150
Maximum63670
Zeros0
Zeros (%)0.0%
Memory size8.1 KiB

Quantile statistics

Minimum150
5-th percentile150
Q1224
median356.5
Q3681.5
95-th percentile3460.4
Maximum63670
Range63520
Interquartile range (IQR)457.5

Descriptive statistics

Standard deviation4472.656022
Coefficient of variation (CV)3.606456005
Kurtosis109.343601
Mean1240.180392
Median Absolute Deviation (MAD)166
Skewness9.656479802
Sum1264984
Variance20004651.89
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
150 79 7.7%
 
170 10 1.0%
 
301 7 0.7%
 
227 6 0.6%
 
160 6 0.6%
 
158 6 0.6%
 
321 5 0.5%
 
198 5 0.5%
 
343 5 0.5%
 
220 5 0.5%
 
Other values (570) 886 86.9%
 
ValueCountFrequency (%) 
150 79 7.7%
 
151 1 0.1%
 
154 1 0.1%
 
156 1 0.1%
 
157 2 0.2%
 
ValueCountFrequency (%) 
63670 1 0.1%
 
58747 2 0.2%
 
41385 1 0.1%
 
38600 1 0.1%
 
36744 1 0.1%
 

Ferritin
Real number (ℝ≥0)

Distinct count920
Unique (%)90.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1110.965294117647
Minimum5.3
Maximum22420.0
Zeros0
Zeros (%)0.0%
Memory size8.1 KiB

Quantile statistics

Minimum5.3
5-th percentile86.18
Q1326.675
median680.75
Q31354.5
95-th percentile3143.25
Maximum22420
Range22414.7
Interquartile range (IQR)1027.825

Descriptive statistics

Standard deviation1535.541448
Coefficient of variation (CV)1.382168693
Kurtosis57.20213998
Mean1110.965294
Median Absolute Deviation (MAD)449.85
Skewness5.95004355
Sum1133184.6
Variance2357887.539
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
1024 4 0.4%
 
191.4 3 0.3%
 
1101 3 0.3%
 
1593 3 0.3%
 
966.2 3 0.3%
 
1337 3 0.3%
 
1293 3 0.3%
 
258.8 2 0.2%
 
422.4 2 0.2%
 
5443 2 0.2%
 
Other values (910) 992 97.3%
 
ValueCountFrequency (%) 
5.3 1 0.1%
 
8 1 0.1%
 
9.7 1 0.1%
 
12.4 2 0.2%
 
14.2 1 0.1%
 
ValueCountFrequency (%) 
22420 1 0.1%
 
16291 1 0.1%
 
13418 2 0.2%
 
10550 1 0.1%
 
10085 1 0.1%
 

HR
Real number (ℝ≥0)

Distinct count111
Unique (%)10.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean100.08529411764705
Minimum6
Maximum1288
Zeros0
Zeros (%)0.0%
Memory size8.1 KiB

Quantile statistics

Minimum6
5-th percentile68
Q184
median98
Q3110
95-th percentile132
Maximum1288
Range1282
Interquartile range (IQR)26

Descriptive statistics

Standard deviation50.99130734
Coefficient of variation (CV)0.5094785182
Kurtosis383.6407842
Mean100.0852941
Median Absolute Deviation (MAD)13
Skewness17.84367393
Sum102087
Variance2600.113424
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
88 31 3.0%
 
100 31 3.0%
 
101 27 2.6%
 
99 26 2.5%
 
106 25 2.5%
 
108 24 2.4%
 
98 24 2.4%
 
91 22 2.2%
 
111 21 2.1%
 
102 21 2.1%
 
Other values (101) 768 75.3%
 
ValueCountFrequency (%) 
6 1 0.1%
 
16 1 0.1%
 
42 1 0.1%
 
44 1 0.1%
 
48 1 0.1%
 
ValueCountFrequency (%) 
1288 1 0.1%
 
1000 1 0.1%
 
214 1 0.1%
 
182 1 0.1%
 
177 1 0.1%
 

LDH
Real number (ℝ≥0)

SKEWED
Distinct count454
Unique (%)44.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean394.4852941176471
Minimum120
Maximum13320
Zeros0
Zeros (%)0.0%
Memory size8.1 KiB

Quantile statistics

Minimum120
5-th percentile195
Q1263
median345
Q3447
95-th percentile711.25
Maximum13320
Range13200
Interquartile range (IQR)184

Descriptive statistics

Standard deviation441.2058981
Coefficient of variation (CV)1.118434336
Kurtosis724.3914065
Mean394.4852941
Median Absolute Deviation (MAD)91
Skewness24.84208711
Sum402375
Variance194662.6445
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
291 8 0.8%
 
346 8 0.8%
 
330 8 0.8%
 
254 8 0.8%
 
231 8 0.8%
 
240 8 0.8%
 
365 7 0.7%
 
301 7 0.7%
 
284 6 0.6%
 
355 6 0.6%
 
Other values (444) 946 92.7%
 
ValueCountFrequency (%) 
120 1 0.1%
 
130 2 0.2%
 
133 2 0.2%
 
139 2 0.2%
 
147 1 0.1%
 
ValueCountFrequency (%) 
13320 1 0.1%
 
1804 1 0.1%
 
1552 1 0.1%
 
1407 1 0.1%
 
1265 1 0.1%
 

Lymphocytes
Real number (ℝ≥0)

Distinct count303
Unique (%)29.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean14.431372549019608
Minimum0.3
Maximum72.0
Zeros0
Zeros (%)0.0%
Memory size8.1 KiB

Quantile statistics

Minimum0.3
5-th percentile3.495
Q18
median12.7
Q318.725
95-th percentile31.8
Maximum72
Range71.7
Interquartile range (IQR)10.725

Descriptive statistics

Standard deviation9.061269805
Coefficient of variation (CV)0.6278869022
Kurtosis3.418220485
Mean14.43137255
Median Absolute Deviation (MAD)5.1
Skewness1.371738588
Sum14720
Variance82.10661048
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
7.9 19 1.9%
 
6.1 17 1.7%
 
3.5 15 1.5%
 
7 12 1.2%
 
13.9 10 1.0%
 
9 10 1.0%
 
12.2 10 1.0%
 
14.8 10 1.0%
 
4.4 10 1.0%
 
2.6 10 1.0%
 
Other values (293) 897 87.9%
 
ValueCountFrequency (%) 
0.3 1 0.1%
 
0.8 2 0.2%
 
0.9 7 0.7%
 
1 3 0.3%
 
1.1 1 0.1%
 
ValueCountFrequency (%) 
72 1 0.1%
 
63.2 1 0.1%
 
63 1 0.1%
 
51.4 1 0.1%
 
50.2 1 0.1%
 

SpO2
Real number (ℝ≥0)

Distinct count38
Unique (%)3.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean93.09705882352941
Minimum30
Maximum100
Zeros0
Zeros (%)0.0%
Memory size8.1 KiB

Quantile statistics

Minimum30
5-th percentile83
Q192
median94
Q396
95-th percentile99
Maximum100
Range70
Interquartile range (IQR)4

Descriptive statistics

Standard deviation5.876500596
Coefficient of variation (CV)0.06312230128
Kurtosis18.84725068
Mean93.09705882
Median Absolute Deviation (MAD)2
Skewness-3.112737043
Sum94959
Variance34.53325925
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
96 131 12.8%
 
95 112 11.0%
 
94 111 10.9%
 
93 105 10.3%
 
98 87 8.5%
 
97 71 7.0%
 
92 65 6.4%
 
99 48 4.7%
 
91 46 4.5%
 
88 43 4.2%
 
Other values (28) 201 19.7%
 
ValueCountFrequency (%) 
30 1 0.1%
 
55 1 0.1%
 
60 1 0.1%
 
61 1 0.1%
 
64 1 0.1%
 
ValueCountFrequency (%) 
100 39 3.8%
 
99 48 4.7%
 
98 87 8.5%
 
97 71 7.0%
 
96 131 12.8%
 

Procalcitonin
Real number (ℝ≥0)

Distinct count174
Unique (%)17.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.3667450980392155
Minimum0.02
Maximum193.5
Zeros0
Zeros (%)0.0%
Memory size8.1 KiB

Quantile statistics

Minimum0.02
5-th percentile0.06
Q10.1
median0.16
Q30.34
95-th percentile2.3815
Maximum193.5
Range193.48
Interquartile range (IQR)0.24

Descriptive statistics

Standard deviation10.22504282
Coefficient of variation (CV)7.481309306
Kurtosis260.9847548
Mean1.366745098
Median Absolute Deviation (MAD)0.08
Skewness15.16704808
Sum1394.08
Variance104.5515007
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.08 61 6.0%
 
0.09 56 5.5%
 
0.07 50 4.9%
 
0.1 46 4.5%
 
0.11 42 4.1%
 
0.12 40 3.9%
 
0.15 39 3.8%
 
0.06 37 3.6%
 
0.13 35 3.4%
 
0.16 35 3.4%
 
Other values (164) 579 56.8%
 
ValueCountFrequency (%) 
0.02 2 0.2%
 
0.03 5 0.5%
 
0.04 12 1.2%
 
0.05 27 2.6%
 
0.06 37 3.6%
 
ValueCountFrequency (%) 
193.5 2 0.2%
 
107.38 1 0.1%
 
82.46 1 0.1%
 
59.67 1 0.1%
 
55.94 1 0.1%
 

RR
Real number (ℝ≥0)

Distinct count42
Unique (%)4.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean22.42843137254902
Minimum5
Maximum165
Zeros0
Zeros (%)0.0%
Memory size8.1 KiB

Quantile statistics

Minimum5
5-th percentile16
Q118
median20
Q324
95-th percentile38
Maximum165
Range160
Interquartile range (IQR)6

Descriptive statistics

Standard deviation8.46025027
Coefficient of variation (CV)0.3772109663
Kurtosis80.51867603
Mean22.42843137
Median Absolute Deviation (MAD)3
Skewness5.851574419
Sum22877
Variance71.57583463
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
18 200 19.6%
 
20 147 14.4%
 
16 108 10.6%
 
22 83 8.1%
 
24 80 7.8%
 
17 75 7.4%
 
26 40 3.9%
 
28 37 3.6%
 
30 30 2.9%
 
15 29 2.8%
 
Other values (32) 191 18.7%
 
ValueCountFrequency (%) 
5 1 0.1%
 
11 1 0.1%
 
12 1 0.1%
 
14 4 0.4%
 
15 29 2.8%
 
ValueCountFrequency (%) 
165 1 0.1%
 
64 1 0.1%
 
60 1 0.1%
 
56 2 0.2%
 
53 1 0.1%
 

Systolic.BP
Real number (ℝ≥0)

Distinct count126
Unique (%)12.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean128.41764705882352
Minimum18
Maximum322
Zeros0
Zeros (%)0.0%
Memory size8.1 KiB

Quantile statistics

Minimum18
5-th percentile94.95
Q1112
median126
Q3143
95-th percentile172
Maximum322
Range304
Interquartile range (IQR)31

Descriptive statistics

Standard deviation24.51920563
Coefficient of variation (CV)0.1909333039
Kurtosis4.259517795
Mean128.4176471
Median Absolute Deviation (MAD)15
Skewness0.8787043979
Sum130986
Variance601.1914449
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
128 30 2.9%
 
116 24 2.4%
 
121 24 2.4%
 
125 23 2.3%
 
138 22 2.2%
 
119 22 2.2%
 
123 21 2.1%
 
114 21 2.1%
 
115 20 2.0%
 
132 20 2.0%
 
Other values (116) 793 77.7%
 
ValueCountFrequency (%) 
18 1 0.1%
 
63 1 0.1%
 
65 1 0.1%
 
67 1 0.1%
 
70 1 0.1%
 
ValueCountFrequency (%) 
322 1 0.1%
 
221 1 0.1%
 
216 1 0.1%
 
215 1 0.1%
 
203 1 0.1%
 

Temperature
Real number (ℝ≥0)

Distinct count42
Unique (%)4.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean37.48980392156862
Minimum3.6
Maximum39.7
Zeros0
Zeros (%)0.0%
Memory size8.1 KiB

Quantile statistics

Minimum3.6
5-th percentile36.4
Q136.9
median37.3
Q338
95-th percentile39.4
Maximum39.7
Range36.1
Interquartile range (IQR)1.1

Descriptive statistics

Standard deviation1.383568923
Coefficient of variation (CV)0.03690520563
Kurtosis352.8585301
Mean37.48980392
Median Absolute Deviation (MAD)0.5
Skewness-14.21288928
Sum38239.6
Variance1.914262964
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
36.8 76 7.5%
 
36.9 69 6.8%
 
37 66 6.5%
 
37.1 65 6.4%
 
37.2 55 5.4%
 
37.3 53 5.2%
 
36.7 51 5.0%
 
37.6 51 5.0%
 
37.4 44 4.3%
 
37.8 36 3.5%
 
Other values (32) 454 44.5%
 
ValueCountFrequency (%) 
3.6 1 0.1%
 
34.4 1 0.1%
 
35 1 0.1%
 
35.7 1 0.1%
 
36 1 0.1%
 
ValueCountFrequency (%) 
39.7 1 0.1%
 
39.6 9 0.9%
 
39.5 33 3.2%
 
39.4 20 2.0%
 
39.3 16 1.6%
 

Troponin
Real number (ℝ≥0)

Distinct count38
Unique (%)3.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.03386274509803922
Minimum0.01
Maximum2.4
Zeros0
Zeros (%)0.0%
Memory size8.1 KiB

Quantile statistics

Minimum0.01
5-th percentile0.01
Q10.01
median0.01
Q30.01
95-th percentile0.11
Maximum2.4
Range2.39
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.1256628384
Coefficient of variation (CV)3.710946588
Kurtosis180.7161087
Mean0.0338627451
Median Absolute Deviation (MAD)0
Skewness11.95977569
Sum34.54
Variance0.01579114895
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.01 798 78.2%
 
0.02 53 5.2%
 
0.03 30 2.9%
 
0.04 24 2.4%
 
0.05 20 2.0%
 
0.09 11 1.1%
 
0.06 11 1.1%
 
0.08 10 1.0%
 
0.12 7 0.7%
 
0.07 5 0.5%
 
Other values (28) 51 5.0%
 
ValueCountFrequency (%) 
0.01 798 78.2%
 
0.02 53 5.2%
 
0.03 30 2.9%
 
0.04 24 2.4%
 
0.05 20 2.0%
 
ValueCountFrequency (%) 
2.4 1 0.1%
 
1.81 1 0.1%
 
1.34 1 0.1%
 
0.98 1 0.1%
 
0.8 1 0.1%
 

death
Boolean

Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.1 KiB
0
878
1
 
142
ValueCountFrequency (%) 
0 878 86.1%
 
1 142 13.9%
 

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Missing values

Sample

First rows

AgeGenderethnicityraceFeverCoughSOBFatigueSputumMyalgiaDiarrheaNausea.or.vomitingSore.throatRunny.nose.nasal.congestionLoss.of.smellLoss.of.tasteHeadahceChest.discomfort..Chest.painAsymptomaticsmoking_historyhypertensionhxdiabeteshxasthmahxcoronaryheartdiseasehxcopdhxheartfailurehxcarcinomahximmunosuppressionhxckdhxALTCRPD.dimerFerritinHRLDHLymphocytesSpO2ProcalcitoninRRSystolic.BPTemperatureTroponindeath
0230371110101100010100000000000231.741529.110913030.7970.062010237.20.010
1500110100011100000000110000000215.6150153.21081309.2940.081612737.30.010
2290171110010000000100000000000101.262542.48813315.1970.071910336.90.010
35712111100000000000000000000003412.2206373.96713315.4980.051815337.40.010
42602110000000000000000000000005114.3273107.710014718.3960.431412037.00.010
5481210110000000000000110000101170.1150211.49215421.2970.081815136.80.010
6411170110100000000100100001001731.618721593.01071543.9941.882317737.10.060
7330171001000000000000000000000220.517096.31021597.9980.041711638.40.010
87012111110011000010001100001001954.11026787.11011644.1955.811912439.00.010
9490171110010100001000010000011562.31501933.010916632.7960.091611137.40.010

Last rows

AgeGenderethnicityraceFeverCoughSOBFatigueSputumMyalgiaDiarrheaNausea.or.vomitingSore.throatRunny.nose.nasal.congestionLoss.of.smellLoss.of.tasteHeadahceChest.discomfort..Chest.painAsymptomaticsmoking_historyhypertensionhxdiabeteshxasthmahxcoronaryheartdiseasehxcopdhxheartfailurehxcarcinomahximmunosuppressionhxckdhxALTCRPD.dimerFerritinHRLDHLymphocytesSpO2ProcalcitoninRRSystolic.BPTemperatureTroponindeath
10108202110000000000000011001110008129.94602638.01067661.09910.874011636.80.091
10118712311100000000000011101010002920.513128380.51378038.4880.58298736.60.061
10127412100100000000000011101111007720.77002994.069100410.3944.703015537.00.171
10138912110000000000000011101110012112.8489863.78938212.5950.182712138.00.061
10146813711110000000000011101000004811.45925898.07834516.3950.241615639.50.011
1015681271110000000000001100110000682.32381359.011339327.2900.132014137.60.011
1016831210110000000000001000101001132.71875197.91074404.31000.153019936.40.221
1017890210000000000000001111101100166.31863246.3932769.1961.111811636.80.110
1018541211010000000000101100111000154.7206411.6922723.5930.09309637.30.011
10198812411101000000000011101000011713.76072744.08634619.0930.394018837.00.121